๐๐ท๐ฆ๐ณ๐บ๐ฐ๐ฏ๐ฆ'๐ด ๐ต๐ข๐ญ๐ฌ๐ช๐ฏ๐จ ๐ข๐ฃ๐ฐ๐ถ๐ต ๐๐ ๐ข๐จ๐ฆ๐ฏ๐ต๐ด.
- "๐๐จ๐ฆ๐ฏ๐ต๐ด ๐ธ๐ช๐ญ๐ญ ๐ณ๐ฆ๐ฑ๐ญ๐ข๐ค๐ฆ ๐ซ๐ฐ๐ฃ๐ด."
- "๐๐จ๐ฆ๐ฏ๐ต๐ด ๐ธ๐ช๐ญ๐ญ ๐ข๐ถ๐ต๐ฐ๐ฎ๐ข๐ต๐ฆ ๐ฆ๐ท๐ฆ๐ณ๐บ๐ต๐ฉ๐ช๐ฏ๐จ."
- "๐๐จ๐ฆ๐ฏ๐ต๐ด ๐ข๐ณ๐ฆ ๐ต๐ฉ๐ฆ ๐ง๐ถ๐ต๐ถ๐ณ๐ฆ."
However, the reality is far more complex. AI agents are not just chat interfaces or simple API calls. These are full-stack engineering beasts that require integration and coordination across multiple layers of technology. The user may see it as simple, but under the hood ("iceberg") it's anything but simple and complex infrastructure.
๐๐ฒ๐'๐ ๐ฏ๐ฟ๐ฒ๐ฎ๐ธ ๐ถ๐ ๐ฑ๐ผ๐๐ป: ⬇️
1️⃣ ๐๐ฟ๐ผ๐ป๐-๐ฒ๐ป๐ฑ – The user interface, but that's just the surface.
2️⃣ ๐ ๐ฒ๐บ๐ผ๐ฟ๐ – Managing short-term and long-term context.
3️⃣ ๐๐๐๐ต๐ฒ๐ป๐๐ถ๐ฐ๐ฎ๐๐ถ๐ผ๐ป – Identity verification, security, and access control.
4️⃣ ๐ง๐ผ๐ผ๐น๐ – External plugins, search capabilities, integrations.
5️⃣ ๐๐ด๐ฒ๐ป๐๐ถ๐ฐ ๐ข๐ฏ๐๐ฒ๐ฟ๐๐ฎ๐ฏ๐ถ๐น๐ถ๐๐ – Monitoring, logging, and performance tracking.
6️⃣ ๐๐ด๐ฒ๐ป๐ ๐ข๐ฟ๐ฐ๐ต๐ฒ๐๐๐ฟ๐ฎ๐๐ถ๐ผ๐ป – Multi-agent coordination, execution, automation.
7️⃣ ๐ ๐ผ๐ฑ๐ฒ๐น ๐ฅ๐ผ๐๐๐ถ๐ป๐ด – Directing queries to the right AI models.
8️⃣ ๐๐ผ๐๐ป๐ฑ๐ฎ๐๐ถ๐ผ๐ป๐ฎ๐น ๐ ๐ผ๐ฑ๐ฒ๐น๐ – The LLMs that power the agent's reasoning.
9️⃣ ๐๐ง๐ (๐๐ ๐๐ฟ๐ฎ๐ฐ๐, ๐ง๐ฟ๐ฎ๐ป๐๐ณ๐ผ๐ฟ๐บ, ๐๐ผ๐ฎ๐ฑ) – Data ingestion and processing pipelines.
๐ ๐๐ฎ๐๐ฎ๐ฏ๐ฎ๐๐ฒ – Vector stores and structured storage for knowledge retention.
1️⃣1️⃣ ๐๐ป๐ณ๐ฟ๐ฎ๐๐๐ฟ๐๐ฐ๐๐๐ฟ๐ฒ/๐๐ฎ๐๐ฒ – Compute environments and cloud execution.
1️⃣2️⃣ ๐๐ฃ๐จ/๐๐ฃ๐จ ๐ฃ๐ฟ๐ผ๐๐ถ๐ฑ๐ฒ๐ฟ๐ – The backbone of AI model execution.
In summary, AI agents aren't just "smart chatbots" — they're full-stack AI systems requiring seamless orchestration across multiple layers. In addition, there are many companies developing similar technologies right now, fueled by hype and funding. I believe that the market won't stay this fragmented — consolidation is inevitable (I believe if you come back to this post in 3 years 70% of the companies below will basically not exist anymore).
๐ง๐ต๐ฒ ๐๐ถ๐ป๐ป๐ฒ๐ฟ๐? ๐ง๐ต๐ผ๐๐ฒ ๐๐ต๐ผ ๐ฏ๐ฟ๐ถ๐ฑ๐ด๐ฒ ๐๐ ๐ฐ๐ผ๐บ๐ฝ๐น๐ฒ๐ ๐ถ๐๐ ๐๐ถ๐๐ต ๐ฟ๐ฒ๐ฎ๐น ๐ฏ๐๐๐ถ๐ป๐ฒ๐๐ ๐๐ฎ๐น๐๐ฒ ๐ฏ๐ ๐บ๐ฎ๐๐๐ฒ๐ฟ๐ถ๐ป๐ด ๐ฒ๐ป๐ด๐ถ๐ป๐ฒ๐ฒ๐ฟ๐ถ๐ป๐ด ๐ฐ๐ผ๐บ๐ฝ๐น๐ฒ๐ ๐ถ๐๐ ๐ฎ๐ป๐ฑ ๐ฑ๐ฒ๐น๐ถ๐๐ฒ๐ฟ๐ถ๐ป๐ด ๐๐ฒ๐ฎ๐บ๐น๐ฒ๐๐ ๐จ๐ซ ๐๐ถ๐บ๐ฝ๐น๐ถ๐ฐ๐ถ๐๐ ๐ณ๐ผ๐ฟ ๐๐๐ฒ๐ฟ๐.
- "๐๐จ๐ฆ๐ฏ๐ต๐ด ๐ธ๐ช๐ญ๐ญ ๐ณ๐ฆ๐ฑ๐ญ๐ข๐ค๐ฆ ๐ซ๐ฐ๐ฃ๐ด."
- "๐๐จ๐ฆ๐ฏ๐ต๐ด ๐ธ๐ช๐ญ๐ญ ๐ข๐ถ๐ต๐ฐ๐ฎ๐ข๐ต๐ฆ ๐ฆ๐ท๐ฆ๐ณ๐บ๐ต๐ฉ๐ช๐ฏ๐จ."
- "๐๐จ๐ฆ๐ฏ๐ต๐ด ๐ข๐ณ๐ฆ ๐ต๐ฉ๐ฆ ๐ง๐ถ๐ต๐ถ๐ณ๐ฆ."
However, the reality is far more complex. AI agents are not just chat interfaces or simple API calls. These are full-stack engineering beasts that require integration and coordination across multiple layers of technology. The user may see it as simple, but under the hood ("iceberg") it's anything but simple and complex infrastructure.
๐๐ฒ๐'๐ ๐ฏ๐ฟ๐ฒ๐ฎ๐ธ ๐ถ๐ ๐ฑ๐ผ๐๐ป: ⬇️
1️⃣ ๐๐ฟ๐ผ๐ป๐-๐ฒ๐ป๐ฑ – The user interface, but that's just the surface.
2️⃣ ๐ ๐ฒ๐บ๐ผ๐ฟ๐ – Managing short-term and long-term context.
3️⃣ ๐๐๐๐ต๐ฒ๐ป๐๐ถ๐ฐ๐ฎ๐๐ถ๐ผ๐ป – Identity verification, security, and access control.
4️⃣ ๐ง๐ผ๐ผ๐น๐ – External plugins, search capabilities, integrations.
5️⃣ ๐๐ด๐ฒ๐ป๐๐ถ๐ฐ ๐ข๐ฏ๐๐ฒ๐ฟ๐๐ฎ๐ฏ๐ถ๐น๐ถ๐๐ – Monitoring, logging, and performance tracking.
6️⃣ ๐๐ด๐ฒ๐ป๐ ๐ข๐ฟ๐ฐ๐ต๐ฒ๐๐๐ฟ๐ฎ๐๐ถ๐ผ๐ป – Multi-agent coordination, execution, automation.
7️⃣ ๐ ๐ผ๐ฑ๐ฒ๐น ๐ฅ๐ผ๐๐๐ถ๐ป๐ด – Directing queries to the right AI models.
8️⃣ ๐๐ผ๐๐ป๐ฑ๐ฎ๐๐ถ๐ผ๐ป๐ฎ๐น ๐ ๐ผ๐ฑ๐ฒ๐น๐ – The LLMs that power the agent's reasoning.
9️⃣ ๐๐ง๐ (๐๐ ๐๐ฟ๐ฎ๐ฐ๐, ๐ง๐ฟ๐ฎ๐ป๐๐ณ๐ผ๐ฟ๐บ, ๐๐ผ๐ฎ๐ฑ) – Data ingestion and processing pipelines.
๐ ๐๐ฎ๐๐ฎ๐ฏ๐ฎ๐๐ฒ – Vector stores and structured storage for knowledge retention.
1️⃣1️⃣ ๐๐ป๐ณ๐ฟ๐ฎ๐๐๐ฟ๐๐ฐ๐๐๐ฟ๐ฒ/๐๐ฎ๐๐ฒ – Compute environments and cloud execution.
1️⃣2️⃣ ๐๐ฃ๐จ/๐๐ฃ๐จ ๐ฃ๐ฟ๐ผ๐๐ถ๐ฑ๐ฒ๐ฟ๐ – The backbone of AI model execution.
In summary, AI agents aren't just "smart chatbots" — they're full-stack AI systems requiring seamless orchestration across multiple layers. In addition, there are many companies developing similar technologies right now, fueled by hype and funding. I believe that the market won't stay this fragmented — consolidation is inevitable (I believe if you come back to this post in 3 years 70% of the companies below will basically not exist anymore).
๐ง๐ต๐ฒ ๐๐ถ๐ป๐ป๐ฒ๐ฟ๐? ๐ง๐ต๐ผ๐๐ฒ ๐๐ต๐ผ ๐ฏ๐ฟ๐ถ๐ฑ๐ด๐ฒ ๐๐ ๐ฐ๐ผ๐บ๐ฝ๐น๐ฒ๐ ๐ถ๐๐ ๐๐ถ๐๐ต ๐ฟ๐ฒ๐ฎ๐น ๐ฏ๐๐๐ถ๐ป๐ฒ๐๐ ๐๐ฎ๐น๐๐ฒ ๐ฏ๐ ๐บ๐ฎ๐๐๐ฒ๐ฟ๐ถ๐ป๐ด ๐ฒ๐ป๐ด๐ถ๐ป๐ฒ๐ฒ๐ฟ๐ถ๐ป๐ด ๐ฐ๐ผ๐บ๐ฝ๐น๐ฒ๐ ๐ถ๐๐ ๐ฎ๐ป๐ฑ ๐ฑ๐ฒ๐น๐ถ๐๐ฒ๐ฟ๐ถ๐ป๐ด ๐๐ฒ๐ฎ๐บ๐น๐ฒ๐๐ ๐จ๐ซ ๐๐ถ๐บ๐ฝ๐น๐ถ๐ฐ๐ถ๐๐ ๐ณ๐ผ๐ฟ ๐๐๐ฒ๐ฟ๐.
No comments:
Post a Comment